Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
import numpy as np
import torch.optim as optim

from torchvision import datasets
from torchvision import transforms
from torch.utils.data import TensorDataset, DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([
        transforms.Resize(image_size),
        transforms.ToTensor()
    ])
    dataset = datasets.ImageFolder(data_dir, transform)
    data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True)
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max-min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8353)
Max:  tensor(0.9373)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    

    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        
        self.fc = nn.Linear(conv_dim*4*4*4, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        
        x = x.view(-1, self.conv_dim*4*4*4)
        x = self.fc(x)
        
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """

    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False)
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)
        
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x = self.fc(x)
        x = x.view(-1, self.conv_dim*4, 4, 4)
        
        x = F.relu(self.t_conv1(x))
        x = F.relu(self.t_conv2(x))
        x = self.t_conv3(x)
        
        x = F.tanh(x)
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if 'Conv' in classname:
        print('Setting initial weights for conv layer.')
        torch.nn.init.normal_(m.weight.data, 0.0, 0.02)
    elif 'Linear' in classname:
        print('Setting initial weights for linear layer.')
        torch.nn.init.normal_(m.weight.data, 0.0, 0.02)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Setting initial weights for conv layer.
Setting initial weights for conv layer.
Setting initial weights for conv layer.
Setting initial weights for linear layer.
Setting initial weights for linear layer.
Setting initial weights for conv layer.
Setting initial weights for conv layer.
Setting initial weights for conv layer.
Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    # label smoothing
    if smooth:
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size) # real labels = 1
        
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
        
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 0.002
beta1 = 0.5
beta2 = 0.999

# Create optimizers for the discriminator and generator
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            
            d_optimizer.zero_grad()
        
            # 1. Train with real images

            # Compute the discriminator losses on real images 
            if train_on_gpu:
                real_images = real_images.cuda()

            D_real = D(real_images)
            d_real_loss = real_loss(D_real)

            # 2. Train with fake images

            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
        
            # Train with fake images and flipped labels

            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake, True) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 30


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   30] | d_loss: 1.3755 | g_loss: 2.4282
Epoch [    1/   30] | d_loss: 1.1105 | g_loss: 1.9744
Epoch [    1/   30] | d_loss: 1.2085 | g_loss: 0.9182
Epoch [    1/   30] | d_loss: 0.9841 | g_loss: 1.3565
Epoch [    1/   30] | d_loss: 1.1318 | g_loss: 1.0214
Epoch [    1/   30] | d_loss: 1.0523 | g_loss: 1.4610
Epoch [    1/   30] | d_loss: 0.9705 | g_loss: 2.0496
Epoch [    1/   30] | d_loss: 0.9825 | g_loss: 1.8060
Epoch [    1/   30] | d_loss: 1.1670 | g_loss: 1.5968
Epoch [    1/   30] | d_loss: 0.9960 | g_loss: 1.8418
Epoch [    1/   30] | d_loss: 1.3606 | g_loss: 1.9153
Epoch [    1/   30] | d_loss: 1.2294 | g_loss: 0.8531
Epoch [    1/   30] | d_loss: 1.7088 | g_loss: 0.8576
Epoch [    1/   30] | d_loss: 1.0513 | g_loss: 1.2586
Epoch [    1/   30] | d_loss: 1.1315 | g_loss: 1.0677
Epoch [    2/   30] | d_loss: 1.3915 | g_loss: 1.9870
Epoch [    2/   30] | d_loss: 1.3909 | g_loss: 1.4173
Epoch [    2/   30] | d_loss: 1.0479 | g_loss: 1.0525
Epoch [    2/   30] | d_loss: 1.3770 | g_loss: 1.0885
Epoch [    2/   30] | d_loss: 1.3853 | g_loss: 1.1341
Epoch [    2/   30] | d_loss: 1.1467 | g_loss: 1.3720
Epoch [    2/   30] | d_loss: 1.4663 | g_loss: 0.8502
Epoch [    2/   30] | d_loss: 1.3016 | g_loss: 1.0613
Epoch [    2/   30] | d_loss: 1.3880 | g_loss: 0.8597
Epoch [    2/   30] | d_loss: 1.3888 | g_loss: 1.6982
Epoch [    2/   30] | d_loss: 1.3998 | g_loss: 0.5574
Epoch [    2/   30] | d_loss: 1.0654 | g_loss: 1.2933
Epoch [    2/   30] | d_loss: 1.2793 | g_loss: 1.2765
Epoch [    2/   30] | d_loss: 1.3525 | g_loss: 1.9347
Epoch [    2/   30] | d_loss: 1.2719 | g_loss: 1.3545
Epoch [    3/   30] | d_loss: 1.2274 | g_loss: 1.8370
Epoch [    3/   30] | d_loss: 1.0995 | g_loss: 1.1819
Epoch [    3/   30] | d_loss: 1.1364 | g_loss: 1.1386
Epoch [    3/   30] | d_loss: 1.2722 | g_loss: 1.0931
Epoch [    3/   30] | d_loss: 1.1211 | g_loss: 1.2746
Epoch [    3/   30] | d_loss: 1.0765 | g_loss: 1.4472
Epoch [    3/   30] | d_loss: 1.0932 | g_loss: 1.2800
Epoch [    3/   30] | d_loss: 1.2716 | g_loss: 0.9302
Epoch [    3/   30] | d_loss: 1.1854 | g_loss: 1.2124
Epoch [    3/   30] | d_loss: 1.1261 | g_loss: 1.4939
Epoch [    3/   30] | d_loss: 1.1908 | g_loss: 0.9714
Epoch [    3/   30] | d_loss: 1.2820 | g_loss: 1.4900
Epoch [    3/   30] | d_loss: 1.7105 | g_loss: 0.7171
Epoch [    3/   30] | d_loss: 1.0704 | g_loss: 1.0143
Epoch [    3/   30] | d_loss: 1.1565 | g_loss: 1.5212
Epoch [    4/   30] | d_loss: 1.0920 | g_loss: 1.0771
Epoch [    4/   30] | d_loss: 1.1716 | g_loss: 1.1214
Epoch [    4/   30] | d_loss: 1.1742 | g_loss: 0.6273
Epoch [    4/   30] | d_loss: 1.0151 | g_loss: 1.1260
Epoch [    4/   30] | d_loss: 1.1528 | g_loss: 0.6891
Epoch [    4/   30] | d_loss: 1.2620 | g_loss: 0.7393
Epoch [    4/   30] | d_loss: 1.1024 | g_loss: 1.1868
Epoch [    4/   30] | d_loss: 1.0941 | g_loss: 1.5422
Epoch [    4/   30] | d_loss: 1.1624 | g_loss: 1.0210
Epoch [    4/   30] | d_loss: 1.3169 | g_loss: 1.9572
Epoch [    4/   30] | d_loss: 1.2600 | g_loss: 0.9427
Epoch [    4/   30] | d_loss: 1.1748 | g_loss: 0.9083
Epoch [    4/   30] | d_loss: 1.1789 | g_loss: 0.8701
Epoch [    4/   30] | d_loss: 1.1670 | g_loss: 1.4777
Epoch [    4/   30] | d_loss: 1.1505 | g_loss: 1.4897
Epoch [    5/   30] | d_loss: 1.1401 | g_loss: 1.3150
Epoch [    5/   30] | d_loss: 1.0904 | g_loss: 1.0868
Epoch [    5/   30] | d_loss: 1.2319 | g_loss: 1.1788
Epoch [    5/   30] | d_loss: 1.2054 | g_loss: 0.8670
Epoch [    5/   30] | d_loss: 1.0666 | g_loss: 1.2571
Epoch [    5/   30] | d_loss: 1.2120 | g_loss: 1.0225
Epoch [    5/   30] | d_loss: 1.3617 | g_loss: 1.0064
Epoch [    5/   30] | d_loss: 1.0133 | g_loss: 1.3197
Epoch [    5/   30] | d_loss: 1.1910 | g_loss: 1.0962
Epoch [    5/   30] | d_loss: 1.1531 | g_loss: 1.2721
Epoch [    5/   30] | d_loss: 1.2205 | g_loss: 1.3567
Epoch [    5/   30] | d_loss: 1.1816 | g_loss: 1.2040
Epoch [    5/   30] | d_loss: 1.1585 | g_loss: 1.0687
Epoch [    5/   30] | d_loss: 1.1667 | g_loss: 1.4626
Epoch [    5/   30] | d_loss: 1.0492 | g_loss: 1.1817
Epoch [    6/   30] | d_loss: 1.0625 | g_loss: 1.2999
Epoch [    6/   30] | d_loss: 1.2047 | g_loss: 1.3169
Epoch [    6/   30] | d_loss: 1.1093 | g_loss: 1.6809
Epoch [    6/   30] | d_loss: 1.2925 | g_loss: 1.7038
Epoch [    6/   30] | d_loss: 1.0621 | g_loss: 0.9209
Epoch [    6/   30] | d_loss: 1.2952 | g_loss: 1.0433
Epoch [    6/   30] | d_loss: 1.4460 | g_loss: 0.6119
Epoch [    6/   30] | d_loss: 1.1360 | g_loss: 0.8134
Epoch [    6/   30] | d_loss: 1.0782 | g_loss: 2.2765
Epoch [    6/   30] | d_loss: 1.1415 | g_loss: 1.1905
Epoch [    6/   30] | d_loss: 1.0695 | g_loss: 1.1389
Epoch [    6/   30] | d_loss: 1.1870 | g_loss: 1.1655
Epoch [    6/   30] | d_loss: 1.1014 | g_loss: 1.6303
Epoch [    6/   30] | d_loss: 0.8866 | g_loss: 1.3018
Epoch [    6/   30] | d_loss: 1.1006 | g_loss: 1.0532
Epoch [    7/   30] | d_loss: 1.3147 | g_loss: 1.7776
Epoch [    7/   30] | d_loss: 1.1077 | g_loss: 1.2083
Epoch [    7/   30] | d_loss: 1.2108 | g_loss: 1.7608
Epoch [    7/   30] | d_loss: 1.1039 | g_loss: 1.1299
Epoch [    7/   30] | d_loss: 1.0299 | g_loss: 0.9692
Epoch [    7/   30] | d_loss: 1.0543 | g_loss: 0.9948
Epoch [    7/   30] | d_loss: 1.2625 | g_loss: 1.8475
Epoch [    7/   30] | d_loss: 1.0085 | g_loss: 1.4050
Epoch [    7/   30] | d_loss: 0.9373 | g_loss: 1.4543
Epoch [    7/   30] | d_loss: 1.1194 | g_loss: 1.5672
Epoch [    7/   30] | d_loss: 1.0875 | g_loss: 1.1948
Epoch [    7/   30] | d_loss: 1.0581 | g_loss: 1.7233
Epoch [    7/   30] | d_loss: 1.0535 | g_loss: 1.7844
Epoch [    7/   30] | d_loss: 0.9831 | g_loss: 1.6010
Epoch [    7/   30] | d_loss: 1.2284 | g_loss: 0.6231
Epoch [    8/   30] | d_loss: 1.5550 | g_loss: 2.9018
Epoch [    8/   30] | d_loss: 0.9629 | g_loss: 1.6878
Epoch [    8/   30] | d_loss: 0.9215 | g_loss: 1.6591
Epoch [    8/   30] | d_loss: 1.0215 | g_loss: 1.8784
Epoch [    8/   30] | d_loss: 1.1568 | g_loss: 0.9475
Epoch [    8/   30] | d_loss: 1.0114 | g_loss: 1.4574
Epoch [    8/   30] | d_loss: 1.1845 | g_loss: 0.8785
Epoch [    8/   30] | d_loss: 0.8966 | g_loss: 1.3692
Epoch [    8/   30] | d_loss: 1.0416 | g_loss: 1.8849
Epoch [    8/   30] | d_loss: 1.0671 | g_loss: 1.6662
Epoch [    8/   30] | d_loss: 1.2007 | g_loss: 0.7221
Epoch [    8/   30] | d_loss: 0.9798 | g_loss: 1.0505
Epoch [    8/   30] | d_loss: 1.3360 | g_loss: 1.4316
Epoch [    8/   30] | d_loss: 0.9234 | g_loss: 1.3129
Epoch [    8/   30] | d_loss: 1.0113 | g_loss: 0.9764
Epoch [    9/   30] | d_loss: 0.9553 | g_loss: 0.7816
Epoch [    9/   30] | d_loss: 1.2214 | g_loss: 1.6761
Epoch [    9/   30] | d_loss: 0.8972 | g_loss: 0.9324
Epoch [    9/   30] | d_loss: 1.1085 | g_loss: 1.3853
Epoch [    9/   30] | d_loss: 0.9690 | g_loss: 1.3743
Epoch [    9/   30] | d_loss: 0.9156 | g_loss: 1.0243
Epoch [    9/   30] | d_loss: 1.1335 | g_loss: 0.9723
Epoch [    9/   30] | d_loss: 0.8482 | g_loss: 1.6327
Epoch [    9/   30] | d_loss: 0.9355 | g_loss: 1.2870
Epoch [    9/   30] | d_loss: 0.9669 | g_loss: 1.5952
Epoch [    9/   30] | d_loss: 1.1621 | g_loss: 2.5554
Epoch [    9/   30] | d_loss: 1.0218 | g_loss: 2.1969
Epoch [    9/   30] | d_loss: 0.9301 | g_loss: 1.2805
Epoch [    9/   30] | d_loss: 0.9907 | g_loss: 1.6252
Epoch [    9/   30] | d_loss: 0.9468 | g_loss: 1.7244
Epoch [   10/   30] | d_loss: 1.1278 | g_loss: 1.0344
Epoch [   10/   30] | d_loss: 0.7251 | g_loss: 1.3002
Epoch [   10/   30] | d_loss: 0.8961 | g_loss: 1.7284
Epoch [   10/   30] | d_loss: 1.0948 | g_loss: 0.8855
Epoch [   10/   30] | d_loss: 0.9220 | g_loss: 1.6423
Epoch [   10/   30] | d_loss: 1.0045 | g_loss: 1.2354
Epoch [   10/   30] | d_loss: 0.9387 | g_loss: 2.0334
Epoch [   10/   30] | d_loss: 0.8949 | g_loss: 2.0315
Epoch [   10/   30] | d_loss: 1.0743 | g_loss: 1.7779
Epoch [   10/   30] | d_loss: 0.8119 | g_loss: 2.0899
Epoch [   10/   30] | d_loss: 0.9898 | g_loss: 1.3906
Epoch [   10/   30] | d_loss: 0.8696 | g_loss: 1.5417
Epoch [   10/   30] | d_loss: 0.7756 | g_loss: 1.9928
Epoch [   10/   30] | d_loss: 0.7312 | g_loss: 1.5538
Epoch [   10/   30] | d_loss: 0.9793 | g_loss: 1.3084
Epoch [   11/   30] | d_loss: 0.9206 | g_loss: 1.0615
Epoch [   11/   30] | d_loss: 0.8764 | g_loss: 1.4865
Epoch [   11/   30] | d_loss: 0.7785 | g_loss: 1.3126
Epoch [   11/   30] | d_loss: 0.8258 | g_loss: 1.6285
Epoch [   11/   30] | d_loss: 0.8519 | g_loss: 1.6935
Epoch [   11/   30] | d_loss: 1.2223 | g_loss: 2.9519
Epoch [   11/   30] | d_loss: 0.7906 | g_loss: 1.5884
Epoch [   11/   30] | d_loss: 0.8024 | g_loss: 1.5928
Epoch [   11/   30] | d_loss: 0.9557 | g_loss: 0.7924
Epoch [   11/   30] | d_loss: 0.9735 | g_loss: 2.2610
Epoch [   11/   30] | d_loss: 1.2668 | g_loss: 3.0758
Epoch [   11/   30] | d_loss: 0.7718 | g_loss: 1.8276
Epoch [   11/   30] | d_loss: 0.7626 | g_loss: 2.2100
Epoch [   11/   30] | d_loss: 0.7080 | g_loss: 1.5757
Epoch [   11/   30] | d_loss: 0.8085 | g_loss: 1.9321
Epoch [   12/   30] | d_loss: 0.9219 | g_loss: 1.1634
Epoch [   12/   30] | d_loss: 0.9776 | g_loss: 2.4526
Epoch [   12/   30] | d_loss: 0.7284 | g_loss: 1.9350
Epoch [   12/   30] | d_loss: 0.7686 | g_loss: 1.8673
Epoch [   12/   30] | d_loss: 0.7237 | g_loss: 1.4907
Epoch [   12/   30] | d_loss: 0.8719 | g_loss: 1.7488
Epoch [   12/   30] | d_loss: 0.6665 | g_loss: 1.8839
Epoch [   12/   30] | d_loss: 0.7986 | g_loss: 1.8633
Epoch [   12/   30] | d_loss: 0.7762 | g_loss: 1.8746
Epoch [   12/   30] | d_loss: 0.7669 | g_loss: 1.8665
Epoch [   12/   30] | d_loss: 1.4850 | g_loss: 4.0187
Epoch [   12/   30] | d_loss: 0.6742 | g_loss: 2.2096
Epoch [   12/   30] | d_loss: 1.1324 | g_loss: 3.2306
Epoch [   12/   30] | d_loss: 0.8709 | g_loss: 1.0356
Epoch [   12/   30] | d_loss: 0.8378 | g_loss: 1.9535
Epoch [   13/   30] | d_loss: 1.0458 | g_loss: 3.1703
Epoch [   13/   30] | d_loss: 0.7228 | g_loss: 1.2724
Epoch [   13/   30] | d_loss: 1.0900 | g_loss: 2.0854
Epoch [   13/   30] | d_loss: 0.8921 | g_loss: 2.6872
Epoch [   13/   30] | d_loss: 0.6037 | g_loss: 1.6888
Epoch [   13/   30] | d_loss: 0.8771 | g_loss: 1.7835
Epoch [   13/   30] | d_loss: 0.7957 | g_loss: 2.1420
Epoch [   13/   30] | d_loss: 0.9136 | g_loss: 1.3331
Epoch [   13/   30] | d_loss: 0.6798 | g_loss: 1.8061
Epoch [   13/   30] | d_loss: 0.6557 | g_loss: 1.7723
Epoch [   13/   30] | d_loss: 0.8332 | g_loss: 2.3402
Epoch [   13/   30] | d_loss: 0.6683 | g_loss: 2.9649
Epoch [   13/   30] | d_loss: 0.5475 | g_loss: 2.1072
Epoch [   13/   30] | d_loss: 0.5133 | g_loss: 1.7895
Epoch [   13/   30] | d_loss: 0.8108 | g_loss: 2.3754
Epoch [   14/   30] | d_loss: 0.5610 | g_loss: 1.6499
Epoch [   14/   30] | d_loss: 0.7648 | g_loss: 1.6618
Epoch [   14/   30] | d_loss: 0.6489 | g_loss: 1.2697
Epoch [   14/   30] | d_loss: 1.6879 | g_loss: 3.0886
Epoch [   14/   30] | d_loss: 1.0971 | g_loss: 1.8356
Epoch [   14/   30] | d_loss: 0.7483 | g_loss: 2.4491
Epoch [   14/   30] | d_loss: 0.6357 | g_loss: 1.7802
Epoch [   14/   30] | d_loss: 0.7211 | g_loss: 1.1649
Epoch [   14/   30] | d_loss: 0.7404 | g_loss: 1.4686
Epoch [   14/   30] | d_loss: 0.6103 | g_loss: 2.9889
Epoch [   14/   30] | d_loss: 0.6965 | g_loss: 1.8077
Epoch [   14/   30] | d_loss: 0.8586 | g_loss: 2.8911
Epoch [   14/   30] | d_loss: 0.7255 | g_loss: 1.5784
Epoch [   14/   30] | d_loss: 1.1277 | g_loss: 3.3468
Epoch [   14/   30] | d_loss: 0.7431 | g_loss: 1.5772
Epoch [   15/   30] | d_loss: 0.6275 | g_loss: 1.0213
Epoch [   15/   30] | d_loss: 0.7844 | g_loss: 0.9105
Epoch [   15/   30] | d_loss: 0.6384 | g_loss: 1.1813
Epoch [   15/   30] | d_loss: 0.5379 | g_loss: 1.6528
Epoch [   15/   30] | d_loss: 0.7711 | g_loss: 2.7943
Epoch [   15/   30] | d_loss: 0.7581 | g_loss: 0.9781
Epoch [   15/   30] | d_loss: 0.7576 | g_loss: 1.3027
Epoch [   15/   30] | d_loss: 0.5354 | g_loss: 1.4111
Epoch [   15/   30] | d_loss: 0.9033 | g_loss: 3.2564
Epoch [   15/   30] | d_loss: 0.6489 | g_loss: 1.4320
Epoch [   15/   30] | d_loss: 0.6878 | g_loss: 2.0872
Epoch [   15/   30] | d_loss: 0.7093 | g_loss: 2.2758
Epoch [   15/   30] | d_loss: 0.8618 | g_loss: 1.3082
Epoch [   15/   30] | d_loss: 0.7677 | g_loss: 2.7555
Epoch [   15/   30] | d_loss: 0.8596 | g_loss: 1.4743
Epoch [   16/   30] | d_loss: 0.8966 | g_loss: 1.1745
Epoch [   16/   30] | d_loss: 0.7363 | g_loss: 1.1737
Epoch [   16/   30] | d_loss: 0.8099 | g_loss: 1.2761
Epoch [   16/   30] | d_loss: 0.9793 | g_loss: 3.0656
Epoch [   16/   30] | d_loss: 0.5577 | g_loss: 3.1311
Epoch [   16/   30] | d_loss: 0.5554 | g_loss: 1.8604
Epoch [   16/   30] | d_loss: 0.7270 | g_loss: 2.4375
Epoch [   16/   30] | d_loss: 0.6273 | g_loss: 1.6380
Epoch [   16/   30] | d_loss: 0.4215 | g_loss: 1.8133
Epoch [   16/   30] | d_loss: 0.5831 | g_loss: 2.4091
Epoch [   16/   30] | d_loss: 0.9320 | g_loss: 2.7372
Epoch [   16/   30] | d_loss: 0.4668 | g_loss: 2.4877
Epoch [   16/   30] | d_loss: 0.6426 | g_loss: 2.4806
Epoch [   16/   30] | d_loss: 0.7312 | g_loss: 1.6546
Epoch [   16/   30] | d_loss: 0.5108 | g_loss: 3.0869
Epoch [   17/   30] | d_loss: 0.6898 | g_loss: 2.8989
Epoch [   17/   30] | d_loss: 0.4061 | g_loss: 2.1924
Epoch [   17/   30] | d_loss: 1.0111 | g_loss: 4.2218
Epoch [   17/   30] | d_loss: 0.7071 | g_loss: 1.0597
Epoch [   17/   30] | d_loss: 0.5145 | g_loss: 1.9238
Epoch [   17/   30] | d_loss: 0.8371 | g_loss: 4.1866
Epoch [   17/   30] | d_loss: 1.8243 | g_loss: 0.6237
Epoch [   17/   30] | d_loss: 0.3829 | g_loss: 3.0631
Epoch [   17/   30] | d_loss: 0.6266 | g_loss: 2.7019
Epoch [   17/   30] | d_loss: 0.6280 | g_loss: 2.0697
Epoch [   17/   30] | d_loss: 0.4759 | g_loss: 2.3227
Epoch [   17/   30] | d_loss: 0.5384 | g_loss: 1.7862
Epoch [   17/   30] | d_loss: 0.5835 | g_loss: 1.6237
Epoch [   17/   30] | d_loss: 0.4640 | g_loss: 1.7780
Epoch [   17/   30] | d_loss: 1.3191 | g_loss: 5.0382
Epoch [   18/   30] | d_loss: 1.8307 | g_loss: 0.4726
Epoch [   18/   30] | d_loss: 0.5694 | g_loss: 1.8802
Epoch [   18/   30] | d_loss: 0.6466 | g_loss: 2.8629
Epoch [   18/   30] | d_loss: 0.6622 | g_loss: 2.7032
Epoch [   18/   30] | d_loss: 0.5085 | g_loss: 1.9702
Epoch [   18/   30] | d_loss: 0.4537 | g_loss: 2.4645
Epoch [   18/   30] | d_loss: 0.6033 | g_loss: 1.9357
Epoch [   18/   30] | d_loss: 0.6024 | g_loss: 1.6764
Epoch [   18/   30] | d_loss: 1.4349 | g_loss: 0.8714
Epoch [   18/   30] | d_loss: 0.4474 | g_loss: 2.2297
Epoch [   18/   30] | d_loss: 0.5648 | g_loss: 2.8804
Epoch [   18/   30] | d_loss: 0.4595 | g_loss: 2.8650
Epoch [   18/   30] | d_loss: 0.6039 | g_loss: 1.6423
Epoch [   18/   30] | d_loss: 1.1464 | g_loss: 1.3926
Epoch [   18/   30] | d_loss: 0.4517 | g_loss: 2.6329
Epoch [   19/   30] | d_loss: 0.3642 | g_loss: 2.8650
Epoch [   19/   30] | d_loss: 0.3683 | g_loss: 2.4075
Epoch [   19/   30] | d_loss: 0.8788 | g_loss: 3.5954
Epoch [   19/   30] | d_loss: 0.9631 | g_loss: 1.0048
Epoch [   19/   30] | d_loss: 0.7510 | g_loss: 1.3346
Epoch [   19/   30] | d_loss: 0.5052 | g_loss: 1.6201
Epoch [   19/   30] | d_loss: 0.4535 | g_loss: 1.7020
Epoch [   19/   30] | d_loss: 0.2558 | g_loss: 2.1694
Epoch [   19/   30] | d_loss: 0.3337 | g_loss: 3.1245
Epoch [   19/   30] | d_loss: 0.5763 | g_loss: 2.3526
Epoch [   19/   30] | d_loss: 0.4648 | g_loss: 2.5034
Epoch [   19/   30] | d_loss: 0.6029 | g_loss: 2.0809
Epoch [   19/   30] | d_loss: 0.6826 | g_loss: 3.0483
Epoch [   19/   30] | d_loss: 0.3948 | g_loss: 2.3152
Epoch [   19/   30] | d_loss: 0.6382 | g_loss: 3.1038
Epoch [   20/   30] | d_loss: 0.6168 | g_loss: 1.7616
Epoch [   20/   30] | d_loss: 0.3948 | g_loss: 2.8949
Epoch [   20/   30] | d_loss: 0.4315 | g_loss: 3.3481
Epoch [   20/   30] | d_loss: 0.9346 | g_loss: 3.2403
Epoch [   20/   30] | d_loss: 0.5314 | g_loss: 2.4406
Epoch [   20/   30] | d_loss: 0.5291 | g_loss: 2.7008
Epoch [   20/   30] | d_loss: 0.4417 | g_loss: 1.8374
Epoch [   20/   30] | d_loss: 0.3012 | g_loss: 2.8134
Epoch [   20/   30] | d_loss: 0.5522 | g_loss: 0.9077
Epoch [   20/   30] | d_loss: 0.4541 | g_loss: 2.5101
Epoch [   20/   30] | d_loss: 0.4297 | g_loss: 2.2783
Epoch [   20/   30] | d_loss: 0.5478 | g_loss: 2.1412
Epoch [   20/   30] | d_loss: 0.4405 | g_loss: 2.6737
Epoch [   20/   30] | d_loss: 0.3823 | g_loss: 1.8016
Epoch [   20/   30] | d_loss: 0.4311 | g_loss: 2.8704
Epoch [   21/   30] | d_loss: 0.4457 | g_loss: 2.7048
Epoch [   21/   30] | d_loss: 0.5098 | g_loss: 3.1938
Epoch [   21/   30] | d_loss: 0.6411 | g_loss: 3.9849
Epoch [   21/   30] | d_loss: 0.7142 | g_loss: 2.4323
Epoch [   21/   30] | d_loss: 0.6691 | g_loss: 1.2112
Epoch [   21/   30] | d_loss: 0.3075 | g_loss: 2.9645
Epoch [   21/   30] | d_loss: 0.4817 | g_loss: 2.2753
Epoch [   21/   30] | d_loss: 0.5271 | g_loss: 3.7794
Epoch [   21/   30] | d_loss: 0.9086 | g_loss: 1.8989
Epoch [   21/   30] | d_loss: 1.3216 | g_loss: 3.8024
Epoch [   21/   30] | d_loss: 0.4786 | g_loss: 2.8599
Epoch [   21/   30] | d_loss: 0.5048 | g_loss: 2.6688
Epoch [   21/   30] | d_loss: 0.3707 | g_loss: 2.2114
Epoch [   21/   30] | d_loss: 0.3052 | g_loss: 2.5290
Epoch [   21/   30] | d_loss: 0.4138 | g_loss: 3.1299
Epoch [   22/   30] | d_loss: 0.3022 | g_loss: 2.8853
Epoch [   22/   30] | d_loss: 0.5251 | g_loss: 3.0543
Epoch [   22/   30] | d_loss: 0.5705 | g_loss: 3.2474
Epoch [   22/   30] | d_loss: 0.3469 | g_loss: 2.9667
Epoch [   22/   30] | d_loss: 0.3822 | g_loss: 2.7681
Epoch [   22/   30] | d_loss: 0.4302 | g_loss: 2.4612
Epoch [   22/   30] | d_loss: 0.4924 | g_loss: 2.8039
Epoch [   22/   30] | d_loss: 0.4422 | g_loss: 1.3916
Epoch [   22/   30] | d_loss: 0.5395 | g_loss: 3.3935
Epoch [   22/   30] | d_loss: 0.5592 | g_loss: 3.3615
Epoch [   22/   30] | d_loss: 0.5838 | g_loss: 2.3706
Epoch [   22/   30] | d_loss: 0.3705 | g_loss: 2.9712
Epoch [   22/   30] | d_loss: 0.6308 | g_loss: 1.7895
Epoch [   22/   30] | d_loss: 0.5001 | g_loss: 2.1323
Epoch [   22/   30] | d_loss: 0.3367 | g_loss: 2.3159
Epoch [   23/   30] | d_loss: 0.3515 | g_loss: 1.7676
Epoch [   23/   30] | d_loss: 0.3855 | g_loss: 2.3018
Epoch [   23/   30] | d_loss: 1.1850 | g_loss: 2.2322
Epoch [   23/   30] | d_loss: 0.2847 | g_loss: 3.1454
Epoch [   23/   30] | d_loss: 0.3786 | g_loss: 3.3470
Epoch [   23/   30] | d_loss: 0.1715 | g_loss: 4.0765
Epoch [   23/   30] | d_loss: 0.3227 | g_loss: 3.0249
Epoch [   23/   30] | d_loss: 0.3084 | g_loss: 2.7929
Epoch [   23/   30] | d_loss: 0.2748 | g_loss: 2.7971
Epoch [   23/   30] | d_loss: 0.3048 | g_loss: 2.5592
Epoch [   23/   30] | d_loss: 0.6330 | g_loss: 2.7793
Epoch [   23/   30] | d_loss: 0.5290 | g_loss: 3.0456
Epoch [   23/   30] | d_loss: 1.0099 | g_loss: 5.0646
Epoch [   23/   30] | d_loss: 0.4069 | g_loss: 2.2213
Epoch [   23/   30] | d_loss: 0.3608 | g_loss: 2.8469
Epoch [   24/   30] | d_loss: 0.3534 | g_loss: 3.5084
Epoch [   24/   30] | d_loss: 0.4282 | g_loss: 2.2449
Epoch [   24/   30] | d_loss: 0.3996 | g_loss: 2.8728
Epoch [   24/   30] | d_loss: 0.4633 | g_loss: 2.0830
Epoch [   24/   30] | d_loss: 0.3357 | g_loss: 2.8033
Epoch [   24/   30] | d_loss: 0.3110 | g_loss: 3.4056
Epoch [   24/   30] | d_loss: 0.7312 | g_loss: 4.1960
Epoch [   24/   30] | d_loss: 0.3955 | g_loss: 3.2875
Epoch [   24/   30] | d_loss: 0.6071 | g_loss: 2.6870
Epoch [   24/   30] | d_loss: 0.2327 | g_loss: 3.9484
Epoch [   24/   30] | d_loss: 0.2811 | g_loss: 2.2495
Epoch [   24/   30] | d_loss: 0.9123 | g_loss: 1.1315
Epoch [   24/   30] | d_loss: 0.4635 | g_loss: 2.4294
Epoch [   24/   30] | d_loss: 0.4596 | g_loss: 2.7335
Epoch [   24/   30] | d_loss: 0.3887 | g_loss: 2.4246
Epoch [   25/   30] | d_loss: 0.3189 | g_loss: 2.8643
Epoch [   25/   30] | d_loss: 0.7713 | g_loss: 5.5483
Epoch [   25/   30] | d_loss: 1.5451 | g_loss: 5.5697
Epoch [   25/   30] | d_loss: 0.4678 | g_loss: 3.6064
Epoch [   25/   30] | d_loss: 0.3867 | g_loss: 4.0618
Epoch [   25/   30] | d_loss: 0.3037 | g_loss: 1.5435
Epoch [   25/   30] | d_loss: 0.6052 | g_loss: 2.5166
Epoch [   25/   30] | d_loss: 0.4687 | g_loss: 3.1529
Epoch [   25/   30] | d_loss: 0.4177 | g_loss: 2.8545
Epoch [   25/   30] | d_loss: 0.2813 | g_loss: 2.6359
Epoch [   25/   30] | d_loss: 0.2961 | g_loss: 2.9028
Epoch [   25/   30] | d_loss: 0.7336 | g_loss: 3.6965
Epoch [   25/   30] | d_loss: 0.3131 | g_loss: 2.3655
Epoch [   25/   30] | d_loss: 0.4384 | g_loss: 2.4278
Epoch [   25/   30] | d_loss: 0.4455 | g_loss: 2.5464
Epoch [   26/   30] | d_loss: 0.2124 | g_loss: 3.1448
Epoch [   26/   30] | d_loss: 0.1888 | g_loss: 2.4686
Epoch [   26/   30] | d_loss: 0.5328 | g_loss: 2.2595
Epoch [   26/   30] | d_loss: 1.9600 | g_loss: 2.8243
Epoch [   26/   30] | d_loss: 0.6270 | g_loss: 2.4863
Epoch [   26/   30] | d_loss: 0.5675 | g_loss: 2.1434
Epoch [   26/   30] | d_loss: 0.3431 | g_loss: 2.0757
Epoch [   26/   30] | d_loss: 0.4011 | g_loss: 4.4180
Epoch [   26/   30] | d_loss: 0.2178 | g_loss: 3.6550
Epoch [   26/   30] | d_loss: 0.4084 | g_loss: 2.5236
Epoch [   26/   30] | d_loss: 0.4505 | g_loss: 3.7065
Epoch [   26/   30] | d_loss: 0.3912 | g_loss: 3.5595
Epoch [   26/   30] | d_loss: 0.1579 | g_loss: 3.3150
Epoch [   26/   30] | d_loss: 0.3974 | g_loss: 2.6978
Epoch [   26/   30] | d_loss: 0.9359 | g_loss: 5.7747
Epoch [   27/   30] | d_loss: 2.4987 | g_loss: 0.6321
Epoch [   27/   30] | d_loss: 0.3563 | g_loss: 1.6188
Epoch [   27/   30] | d_loss: 0.2771 | g_loss: 3.8731
Epoch [   27/   30] | d_loss: 0.3625 | g_loss: 2.7756
Epoch [   27/   30] | d_loss: 0.5341 | g_loss: 1.4507
Epoch [   27/   30] | d_loss: 2.0913 | g_loss: 1.2568
Epoch [   27/   30] | d_loss: 3.8925 | g_loss: 1.3949
Epoch [   27/   30] | d_loss: 0.3420 | g_loss: 3.6480
Epoch [   27/   30] | d_loss: 0.3276 | g_loss: 2.8418
Epoch [   27/   30] | d_loss: 0.3849 | g_loss: 2.7217
Epoch [   27/   30] | d_loss: 0.3187 | g_loss: 3.2703
Epoch [   27/   30] | d_loss: 0.2346 | g_loss: 3.5406
Epoch [   27/   30] | d_loss: 0.4107 | g_loss: 2.5842
Epoch [   27/   30] | d_loss: 0.4639 | g_loss: 2.2502
Epoch [   27/   30] | d_loss: 0.3660 | g_loss: 3.7358
Epoch [   28/   30] | d_loss: 0.3219 | g_loss: 3.6759
Epoch [   28/   30] | d_loss: 0.1972 | g_loss: 5.1839
Epoch [   28/   30] | d_loss: 0.2785 | g_loss: 3.0396
Epoch [   28/   30] | d_loss: 0.8087 | g_loss: 5.1467
Epoch [   28/   30] | d_loss: 0.4051 | g_loss: 3.9987
Epoch [   28/   30] | d_loss: 0.3391 | g_loss: 2.8789
Epoch [   28/   30] | d_loss: 0.4459 | g_loss: 2.0624
Epoch [   28/   30] | d_loss: 0.4246 | g_loss: 1.6695
Epoch [   28/   30] | d_loss: 0.4997 | g_loss: 2.3931
Epoch [   28/   30] | d_loss: 0.2963 | g_loss: 3.4405
Epoch [   28/   30] | d_loss: 0.4924 | g_loss: 2.6317
Epoch [   28/   30] | d_loss: 0.3888 | g_loss: 3.0711
Epoch [   28/   30] | d_loss: 0.4829 | g_loss: 1.9911
Epoch [   28/   30] | d_loss: 1.1973 | g_loss: 0.6867
Epoch [   28/   30] | d_loss: 0.4031 | g_loss: 2.5744
Epoch [   29/   30] | d_loss: 0.3323 | g_loss: 2.6570
Epoch [   29/   30] | d_loss: 0.1778 | g_loss: 2.6581
Epoch [   29/   30] | d_loss: 0.2482 | g_loss: 3.0860
Epoch [   29/   30] | d_loss: 0.4565 | g_loss: 3.0707
Epoch [   29/   30] | d_loss: 0.3732 | g_loss: 3.8546
Epoch [   29/   30] | d_loss: 0.2510 | g_loss: 3.2882
Epoch [   29/   30] | d_loss: 0.6292 | g_loss: 3.9185
Epoch [   29/   30] | d_loss: 0.4434 | g_loss: 2.4205
Epoch [   29/   30] | d_loss: 0.5825 | g_loss: 1.8614
Epoch [   29/   30] | d_loss: 0.1362 | g_loss: 3.0123
Epoch [   29/   30] | d_loss: 0.3724 | g_loss: 2.9784
Epoch [   29/   30] | d_loss: 0.3420 | g_loss: 3.3874
Epoch [   29/   30] | d_loss: 0.3347 | g_loss: 3.5932
Epoch [   29/   30] | d_loss: 0.2456 | g_loss: 2.7208
Epoch [   29/   30] | d_loss: 0.3905 | g_loss: 2.7227
Epoch [   30/   30] | d_loss: 0.3469 | g_loss: 1.8796
Epoch [   30/   30] | d_loss: 0.3911 | g_loss: 4.3082
Epoch [   30/   30] | d_loss: 0.3018 | g_loss: 2.9122
Epoch [   30/   30] | d_loss: 0.2508 | g_loss: 2.6277
Epoch [   30/   30] | d_loss: 0.1791 | g_loss: 3.6148
Epoch [   30/   30] | d_loss: 0.3043 | g_loss: 2.8116
Epoch [   30/   30] | d_loss: 0.3180 | g_loss: 2.5350
Epoch [   30/   30] | d_loss: 0.1968 | g_loss: 2.9655
Epoch [   30/   30] | d_loss: 0.3669 | g_loss: 2.1575
Epoch [   30/   30] | d_loss: 0.2774 | g_loss: 3.7197
Epoch [   30/   30] | d_loss: 0.3402 | g_loss: 3.4871
Epoch [   30/   30] | d_loss: 0.6325 | g_loss: 2.3850
Epoch [   30/   30] | d_loss: 1.1388 | g_loss: 2.5177
Epoch [   30/   30] | d_loss: 0.4244 | g_loss: 1.8195
Epoch [   30/   30] | d_loss: 0.4106 | g_loss: 2.2350

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f28023efb70>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

• As mentioned above, the datset is biased containing mostly faces of white celebrities. To improve the performance the model we need to make the dataset more diverse and include faces of different color. Also, we need to include the faces of people who are not celebrities as the celebrities at times have an artifical look.

• We can see from above that the generated images are unclear and pixelated. I feel bigger model would help to capture more features and provide us with better generated images. Having said that, the input images are of very low resolution which makes it difficult to add more convolutional layers in the CNN.

• I have used Adam optimizer with the required leraning rate beta values as recommended for GANs.

• I have also used label smoothening for the discriminator.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.